Value-First Media Network

How We Produce

18 AI agents. 19 active shows. 1,215 episodes. 139 articles. An AI-native production model where every show is produced, transcribed, enriched, and distributed without a single human touching a render queue.

19
Active Shows
1,215
Episodes
18
AI Agents
0
Render Queues

The AI-Native Production Model

Every show follows the same pipeline — from episode creation through distribution. Marquee leads the Media BU. 17 specialist agents handle every stage. The human role is relationships and creative decisions. The system handles everything else.

★ Leadership
Marquee
Media BU Leader
Owns the full media lifecycle. Morning prep, production oversight, evening recap, content strategy.
▶ Pre-Show
Slate
Episode Creator
Creates Sanity episode documents weekly for all scheduled shows. Ensures every show has an episode ready before air.
Prelude
Pre-Production
Validates stream readiness, creates Mux live streams, prepares guest briefs, checks workspace and LinkedIn events.
Herald
Guest Intelligence
Builds relationship context for guests — who they are, last interaction, talking points, signal history.
● During Show
Chorus
Audience Intelligence
Ingests YouTube live chat and comments. Tracks sentiment, engagement, and audience questions in real-time.
⚙ Post-Production
Encore
Recording Verification
Confirms local MKV recording landed after each show. Triggers the post-production pipeline. Detects orphaned recordings.
Curator
Asset Management
Organizes recording files, enforces naming conventions, runs quality checks, manages the media archive.
Splice
Recording Linker
Connects processed recordings to their Sanity episode documents. Bridges the gap between raw files and published content.
Caption
Transcription
Routes audio through faster-whisper on local GPU for transcription. 3 minutes per hour of content. No cloud dependency.
Scribe
Intelligence Extraction
Processes transcripts into session syntheses — key insights, decisions, action items, relationship signals.
Vigil
Pipeline Monitor
Watches the entire pipeline for stalls. If transcription hangs for 24+ hours or any stage gets stuck, Vigil alerts.
✎ Content Pipeline
Catalog
Content Indexing
Indexes episode metadata and transcripts into the Content Vault — a 34MB SQLite database with full-text search across 1,200+ episodes.
Forge
Content Multiplication
Scans processed transcripts for article-worthy moments. Identifies breakthrough insights, trap patterns, and methodology in action.
Baldwin
Article Drafter
Drafts articles from the opportunities Forge identifies. Weaves episodes, shows, and methodology into compelling narratives.
Broadcast
Distribution
Pushes content to LinkedIn, email, and social channels. Tracks distribution status and identifies gaps.
Pixel
Visual Assets
Generates episode thumbnails, social graphics, and visual assets from local video frames and brand templates.
Dub
Archive Migration
Batch migrates historical YouTube content to Mux for unified transcription and archival processing.

The Pipeline

Every show, every day, the same automated flow:

1
Sunday: Slate creates episode documents in Sanity for the entire week across all shows.
2
Pre-Show: Prelude validates readiness. Herald builds guest context. Director Dashboard loads the show.
3
Live: OBS streams via Mux to YouTube + LinkedIn simultaneously. Chorus monitors live chat. Director manages scenes.
4
Post-Show: Encore verifies recording. Caption transcribes on local GPU (~3 min/hr). Splice links to Sanity. Vigil monitors for stalls.
5
Content: Forge scans for article opportunities. Baldwin drafts. Broadcast distributes to LinkedIn. Pixel generates thumbnails.

The Broadcast Studio

Purpose-built production infrastructure. No StreamYard, no third-party dependencies. One dashboard controls everything — scene switching, lower thirds, guest management, multi-destination streaming, and post-production pipeline — from a single 34" ultrawide display.

Production Stack

Video ProductionOBS Studio
Streaming + SimulcastMux
Guest VideoVDO.Ninja (WebRTC)
Transcriptionfaster-whisper (local GPU)
AI EnrichmentOllama (local LLM)
Content ManagementSanity CMS
Content IntelligenceContent Vault (SQLite FTS5)
Design SystemTron:Ares

Director Dashboard

A single HTML file that controls the entire production from a 3440x1440 ultrawide display.

✓ Scene switching (one-tap)
✓ Dynamic layouts (2-up through 5-up, featured speaker)
✓ Lower thirds (pre-populated, one-tap per person)
✓ Guest management (permanent VDO.Ninja links)
✓ Multi-destination simulcast (YouTube + LinkedIn + guest channels)
✓ Asset shelf (audio, video, images, web pages)
✓ Post-production pipeline visibility
✓ One-tap show swap (20 show presets)

Multi-Destination Streaming

One stream from OBS hits Mux, which simulcasts to every destination simultaneously. Guests can provide their own RTMP keys to get the fully produced output on their channels.

OBS → Mux → YouTube + LinkedIn + Guest Channels

The Show Network

19 active shows covering every dimension of value-first operations.

Let's Unbox

Unboxing new HubSpot features

Chris Carolan

Office Hours

Live Q&A with the Value-First Team

Chris Carolan

Surviving the SaaSpocalypse

Weekly live conversations about surviving the shift to AI-native operations

Chris Carolan, Casey Hawkins

Tech Stack Reimagined

Each episode, we challenge conventional business technology thinking by building powerful, streamlined systems using minimal tools connected through AI.

Chris Carolan, Nico Lafakis

The HubSpot Help Line

Get your HubSpot problems solved by real experts, live.

Chris Carolan

The Value Path

The Value Path is a comprehensive methodology series exploring the 8-stage customer progression framework—from Audience through Champion—that replaces

Joshua Oakes, Chris Carolan

Value-First AI Daily

Daily insights on AI developments and practical applications for value-first teams. Join Nico Lafakis as he explores the latest in artificial intellig

Nico Lafakis, Chris Carolan, George B. Thomas

Value-First Commerce

Value-First Commerce explores business model evolution and commercial strategy—how organizations adapt economic models to changing markets, technologies, and customer expectations.

Bill Barlas, Chris Carolan

Value-First Data

Value-First Data explores technical orchestration and AI-human collaborative intelligence—how organizations build systems that multiply human capability rather than replace it.

Klemen Hrovat, Casey Hawkins, Chris Carolan

Value-First Delivery

Bridging AI Engineering and Business Transformation

Erin Wiggers, Chris Carolan

Value-First Humans

Value-First Humans explores how to build exceptional people and organizations through the Superhuman Framework—a methodology for developing the specific human characteristics that drive sustainable business success.

George B. Thomas, Chris Carolan

Value-First Leadership

Value-First Leadership explores transformation leadership philosophy—moving from command-and-control hierarchies to distributed intelligence and natural value flow.

Tony Dowling, Chris Carolan

Value-First Measurement

Intelligence systems, analytics, and performance insights for value-driven organizations. Danielle Urban shares expert guidance on measuring what matt

Danielle Urban, Chris Carolan

Value-First Partner

Crispy Barnett, Chris Carolan

Value-First Platform: AI Data Readiness

Value-First Platform explores AI-powered data strategies and platform optimization—how organizations prepare their HubSpot infrastructure to leverage AI capabilities effectively.

Trisha Merriam, Chris Carolan

Value-First Revenue

Value-First Revenue explores commercial operations optimization—how organizations streamline revenue processes from pipeline through collection while maintaining authentic customer relationships.

Zach Hussion, Chris Carolan

Value-First Revenue Architecture

Value-First Revenue Architecture explores revenue system architecture and operational design—how organizations build commercial infrastructure that enables natural value flow.

Pedro Miquellasso, Chris Carolan

Value-First Scoring

Value-First Scoring explores intelligence systems and pattern recognition—moving beyond traditional lead scoring to intent-based readiness assessment that honors human agency.

Casey Hawkins, Rylee Powell, Chris Carolan
Browse all shows and episodes →

Distribution

Every piece of content reaches its audience through multiple channels.

▶

YouTube

Primary video. Live streams + on-demand. Comment ingestion via Chorus.

👥

LinkedIn

Live simulcast + article distribution + social clips via Broadcast.

✉

Newsletter

Email distribution. Subscriber journeys managed by Concierge.

🌐

Website

valuefirstteam.com/media — show pages, episodes, articles, search.

Content Intelligence

Every episode becomes searchable knowledge that compounds over time.

Content Vault

34MB SQLite database with full-text search. Every episode, article, transcript, and content record indexed and cross-referenced.

1,215 episodes indexed
139 articles indexed
1,496 canonical records

Content Multiplication

Forge scans every processed transcript for article-worthy moments. Breakthrough insights, trap patterns, and methodology in action surface automatically.

One show can generate 3-5 articles, social posts, and clips.

Local Processing

Transcription and AI enrichment happen on local GPU hardware. No cloud dependency, no per-minute costs, no data leaving the building.

faster-whisper large-v3 (NVIDIA CUDA)
~3 minutes per hour of content
Ollama for summaries, chapters, clips

Watch Live

Shows air daily on YouTube and LinkedIn. Office Hours every Tuesday through Thursday. Bring your questions, share what you're working on, or just listen and learn.

Watch Live Browse Shows